{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# t-SNE visualization of CIFAR-100 models"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/lib/python3/dist-packages/requests/__init__.py:80: RequestsDependencyWarning: urllib3 (1.26.6) or chardet (3.0.4) doesn't match a supported version!\n",
      "  RequestsDependencyWarning)\n"
     ]
    }
   ],
   "source": [
    "from tqdm import tqdm\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from sklearn.manifold import TSNE\n",
    "import torch\n",
    "\n",
    "from mdistiller.models import cifar_model_dict\n",
    "from mdistiller.dataset import get_dataset\n",
    "from mdistiller.engine.utils import load_checkpoint\n",
    "from mdistiller.engine.cfg import CFG as cfg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# visualize t-SNE\n",
    "def get_tsne(stu, mpath):\n",
    "    cfg.defrost()\n",
    "    cfg.DISTILLER.STUDENT = stu\n",
    "    cfg.DATASET.TYPE = 'cifar100'\n",
    "    cfg.freeze()\n",
    "    train_loader, val_loader, num_data, num_classes = get_dataset(cfg)\n",
    "    model = cifar_model_dict[cfg.DISTILLER.STUDENT][0](num_classes=num_classes)\n",
    "    model.load_state_dict(load_checkpoint(mpath)[\"model\"])\n",
    "    all_features, all_labels = [], []\n",
    "    model.eval()\n",
    "    with torch.no_grad():\n",
    "        for i, (data, labels) in tqdm(enumerate(val_loader)):\n",
    "            outputs, features = model(data)\n",
    "            all_features.append(features['pooled_feat'].data.cpu().numpy())\n",
    "            all_labels.append(labels.data.cpu().numpy())\n",
    "    all_features = np.concatenate(all_features, 0)\n",
    "    all_labels = np.concatenate(all_labels, 0)\n",
    "\n",
    "    tsne = TSNE()\n",
    "    all_features = tsne.fit_transform(all_features)\n",
    "    plot_features(all_features, all_labels, num_classes)\n",
    "\n",
    "def plot_features(features, labels, num_classes):\n",
    "    colors = ['C' + str(i) for i in range(num_classes)]\n",
    "    plt.figure(figsize=(6, 6))\n",
    "    for l in range(num_classes):\n",
    "        plt.scatter(\n",
    "            features[labels == l, 0],\n",
    "            features[labels == l, 1],\n",
    "            c=colors[l], s=1, alpha=0.4)\n",
    "    plt.xticks([])\n",
    "    plt.yticks([])\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "157it [01:05,  2.40it/s]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# KD baseline\n",
    "mpath = \"../../download_ckpts/kd_resnet8x4\"\n",
    "get_tsne(\"resnet8x4\", mpath)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "157it [01:05,  2.40it/s]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Our DKD\n",
    "mpath = \"../../download_ckpts/dkd_resnet8x4\"\n",
    "get_tsne(\"resnet8x4\", mpath)"
   ]
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "31f2aee4e71d21fbe5cf8b01ff0e069b9275f58929596ceb00d14d90e3e16cd6"
  },
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.9"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
